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BSU Seminar: “A Bayesian model-based approach to finding cell-type level associations in heterogeneous methylation samples”

September 14, 2017 @ 2:30 pm - 3:30 pm


Speaker: Daniel Kennedy, Queensland University of Technology

Abstract: Epigenome-wide association studies are often performed using heterogeneous methylation samples, especially when there is no prior information as to which cell-types are disease associated. While much work has been done on estimating cell-type fractions and removing cell-type heterogeneity variation, relatively little work has been done on identifying cell-type

specific variation in heterogeneous samples. In this talk I present a Bayesian model-based approach for making cell-type specific inferences in heterogeneous settings, by utilising a logistic transform to properly constrain parameters, and incorporating a prior knowledge of cell-type lineage via prior covariance structure. The approach was applied to the determination of sex-specific cell-type effects in methylation, where cell-type information was present as an independent verification of the results. The approach showed significant improvement in performance over previously used methods, particularly for detecting association in several rare cell-types. I outline current and future work on this problem, which leverages the flexibility of the Bayesian modelling approach by incorporating local methylation correlation and multiple data-types.



September 14, 2017
2:30 pm - 3:30 pm
Event Category:


MRC Biostatistics Unit


Small Seminar Room, CIPH
Cambridge Institute of Public Health, Forvie Site, Robinson Way
Cambridge, CB2 0SR
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